The air in the office felt close, stagnant. Sarah read the email again, the words "Farewell, The Rusty Spoon" seemed to jump off the screen. Her fingers tapped a restless rhythm on the desk, a frenzied drumbeat.

She pushed her chair back, the screech echoing in the sudden quiet. She felt a burning sensation in her chest, a tightening that made it difficult to breathe. She always thought, one day, she’d… But now it didn't matter.

She got up and walked to the window, staring out at the city. The world outside seemed so vibrant, so indifferent. She wanted to scream.

Emotion: exasperated

Cluster: Anger / Hostility
PC1 (Valence): -0.99 Negative
PC2 (Disposition): 1.23

Role in Research

This story is one of 1,000 stories generated for the emotion exasperated. During extraction, it was fed through Gemma4-31B and its hidden state activations were captured at 11 layers.

The mean activation across all 1,000 exasperated stories, after denoising with neutral dialogue baselines, produces the exasperated emotion vector -- a direction in the model's 5,376-dimensional representation space.

Logit Lens (Layer 40)

Tokens promoted/suppressed when the exasperated vector is projected through the unembedding matrix.

Promoted:
S0.435
l0.378
P0.331
que0.320
la0.269
Suppressed:
own-0.433
gradually-0.254
soon-0.248
unfolding-0.216
joyful-0.216